{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "317ef0a1",
   "metadata": {},
   "source": [
    "# 一、读取数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd690083",
   "metadata": {},
   "source": [
    "1.1、引入所需要的的科学计算库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e5c5960",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import font_manager\n",
    "#设置中文字体\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simhei.ttf',size=18)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2471df24",
   "metadata": {},
   "source": [
    "1.2读取文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "70fb6f75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_title</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>title_year</th>\n",
       "      <th>color</th>\n",
       "      <th>duration</th>\n",
       "      <th>genres</th>\n",
       "      <th>plot_keywords</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>facenumber_in_poster</th>\n",
       "      <th>director_name</th>\n",
       "      <th>director_facebook_likes</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>imdb_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2009-02</td>\n",
       "      <td>Color</td>\n",
       "      <td>178.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>avatar|future|marine|native|paraplegic</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>1.78</td>\n",
       "      <td>0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>0.0</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2007-09</td>\n",
       "      <td>Color</td>\n",
       "      <td>169.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>goddess|marriage ceremony|marriage proposal|pi...</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>563.0</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Spectre</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2015-11</td>\n",
       "      <td>Color</td>\n",
       "      <td>148.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>bomb|espionage|sequel|spy|terrorist</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2012-08</td>\n",
       "      <td>Color</td>\n",
       "      <td>164.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>deception|imprisonment|lawlessness|police offi...</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens    ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5038</th>\n",
       "      <td>Signed Sealed Delivered</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-06</td>\n",
       "      <td>Color</td>\n",
       "      <td>87.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>fraud|postal worker|prison|theft|trial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>Scott Smith</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Eric Mabius</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5039</th>\n",
       "      <td>The Following</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>TV-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Color</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Crime|Drama|Mystery|Thriller</td>\n",
       "      <td>cult|fbi|hideout|prison escape|serial killer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.00</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Natalie Zea</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040</th>\n",
       "      <td>A Plague So Pleasant</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-09</td>\n",
       "      <td>Color</td>\n",
       "      <td>76.0</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Benjamin Roberds</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Eva Boehnke</td>\n",
       "      <td>6.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041</th>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2012-11</td>\n",
       "      <td>Color</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10443.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>5</td>\n",
       "      <td>Daniel Hsia</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Alan Ruck</td>\n",
       "      <td>6.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>2004-12</td>\n",
       "      <td>Color</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>actress name in title|crush|date|four word tit...</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>16.0</td>\n",
       "      <td>John August</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5043 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            movie_title language country  \\\n",
       "0                                               Avatar   English     USA   \n",
       "1             Pirates of the Caribbean: At World's End   English     USA   \n",
       "2                                              Spectre   English      UK   \n",
       "3                                The Dark Knight Rises   English     USA   \n",
       "4     Star Wars: Episode VII - The Force Awakens    ...      NaN     NaN   \n",
       "...                                                 ...      ...     ...   \n",
       "5038                           Signed Sealed Delivered   English  Canada   \n",
       "5039                         The Following               English     USA   \n",
       "5040                              A Plague So Pleasant   English     USA   \n",
       "5041                                  Shanghai Calling   English     USA   \n",
       "5042                                 My Date with Drew   English     USA   \n",
       "\n",
       "     content_rating title_year  color  duration  \\\n",
       "0             PG-13    2009-02  Color     178.0   \n",
       "1             PG-13    2007-09  Color     169.0   \n",
       "2             PG-13    2015-11  Color     148.0   \n",
       "3             PG-13    2012-08  Color     164.0   \n",
       "4               NaN        NaN    NaN       NaN   \n",
       "...             ...        ...    ...       ...   \n",
       "5038            NaN    2013-06  Color      87.0   \n",
       "5039          TV-14        NaN  Color      43.0   \n",
       "5040            NaN    2013-09  Color      76.0   \n",
       "5041          PG-13    2012-11  Color     100.0   \n",
       "5042             PG    2004-12  Color      90.0   \n",
       "\n",
       "                               genres  \\\n",
       "0     Action|Adventure|Fantasy|Sci-Fi   \n",
       "1            Action|Adventure|Fantasy   \n",
       "2           Action|Adventure|Thriller   \n",
       "3                     Action|Thriller   \n",
       "4                         Documentary   \n",
       "...                               ...   \n",
       "5038                     Comedy|Drama   \n",
       "5039     Crime|Drama|Mystery|Thriller   \n",
       "5040            Drama|Horror|Thriller   \n",
       "5041             Comedy|Drama|Romance   \n",
       "5042                      Documentary   \n",
       "\n",
       "                                          plot_keywords       budget  \\\n",
       "0                avatar|future|marine|native|paraplegic  237000000.0   \n",
       "1     goddess|marriage ceremony|marriage proposal|pi...  300000000.0   \n",
       "2                   bomb|espionage|sequel|spy|terrorist  245000000.0   \n",
       "3     deception|imprisonment|lawlessness|police offi...  250000000.0   \n",
       "4                                                   NaN          NaN   \n",
       "...                                                 ...          ...   \n",
       "5038             fraud|postal worker|prison|theft|trial          NaN   \n",
       "5039       cult|fbi|hideout|prison escape|serial killer          NaN   \n",
       "5040                                                NaN       1400.0   \n",
       "5041                                                NaN          NaN   \n",
       "5042  actress name in title|crush|date|four word tit...       1100.0   \n",
       "\n",
       "            gross  aspect_ratio  facenumber_in_poster      director_name  \\\n",
       "0     760505847.0          1.78                     0      James Cameron   \n",
       "1     309404152.0          2.35                     0     Gore Verbinski   \n",
       "2     200074175.0          2.35                     1         Sam Mendes   \n",
       "3     448130642.0          2.35                     0  Christopher Nolan   \n",
       "4             NaN           NaN                     0        Doug Walker   \n",
       "...           ...           ...                   ...                ...   \n",
       "5038          NaN           NaN                     2        Scott Smith   \n",
       "5039          NaN         16.00                     1                NaN   \n",
       "5040          NaN           NaN                     0   Benjamin Roberds   \n",
       "5041      10443.0          2.35                     5        Daniel Hsia   \n",
       "5042      85222.0          1.85                     0           Jon Gunn   \n",
       "\n",
       "      director_facebook_likes     actor_1_name  imdb_score  \n",
       "0                         0.0      CCH Pounder         7.9  \n",
       "1                       563.0      Johnny Depp         7.1  \n",
       "2                         0.0  Christoph Waltz         6.8  \n",
       "3                     22000.0        Tom Hardy         8.5  \n",
       "4                       131.0      Doug Walker         7.1  \n",
       "...                       ...              ...         ...  \n",
       "5038                      2.0      Eric Mabius         7.7  \n",
       "5039                      NaN      Natalie Zea         7.5  \n",
       "5040                      0.0      Eva Boehnke         6.3  \n",
       "5041                      0.0        Alan Ruck         6.3  \n",
       "5042                     16.0      John August         6.6  \n",
       "\n",
       "[5043 rows x 17 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('movie_metadata.csv',usecols=[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "856a2a2b",
   "metadata": {},
   "source": [
    "# 二、清晰数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71353ee2",
   "metadata": {},
   "source": [
    "2.1查看数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8405427e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.describe()#数据描述\n",
    "# df.info()#数据信息"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2217a695",
   "metadata": {},
   "source": [
    "2.2数据清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "04b569ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_title</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>title_year</th>\n",
       "      <th>color</th>\n",
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       "      <th>gross</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2009-02</td>\n",
       "      <td>Color</td>\n",
       "      <td>178.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
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       "      <td>1.78</td>\n",
       "      <td>0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>0.0</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2007-09</td>\n",
       "      <td>Color</td>\n",
       "      <td>169.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>goddess|marriage ceremony|marriage proposal|pi...</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>563.0</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Spectre</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2015-11</td>\n",
       "      <td>Color</td>\n",
       "      <td>148.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>bomb|espionage|sequel|spy|terrorist</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2012-08</td>\n",
       "      <td>Color</td>\n",
       "      <td>164.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>deception|imprisonment|lawlessness|police offi...</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>John Carter</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2012-07</td>\n",
       "      <td>Color</td>\n",
       "      <td>132.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>alien|american civil war|male nipple|mars|prin...</td>\n",
       "      <td>263700000.0</td>\n",
       "      <td>73058679.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>475.0</td>\n",
       "      <td>Daryl Sabara</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Clean</td>\n",
       "      <td>French</td>\n",
       "      <td>France</td>\n",
       "      <td>R</td>\n",
       "      <td>2004-01</td>\n",
       "      <td>Color</td>\n",
       "      <td>110.0</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>jail|junkie|money|motel|singer</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>136007.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1</td>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Maggie Cheung</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>The Circle</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Iran</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>2000-05</td>\n",
       "      <td>Color</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>abortion|bus|hospital|prison|prostitution</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>673780.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>397.0</td>\n",
       "      <td>Fereshteh Sadre Orafaiy</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Primer</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>2004-10</td>\n",
       "      <td>Color</td>\n",
       "      <td>77.0</td>\n",
       "      <td>Drama|Sci-Fi|Thriller</td>\n",
       "      <td>changing the future|independent film|invention...</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>424760.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>291.0</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>1992-03</td>\n",
       "      <td>Color</td>\n",
       "      <td>81.0</td>\n",
       "      <td>Action|Crime|Drama|Romance|Thriller</td>\n",
       "      <td>assassin|death|guitar|gun|mariachi</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2040920.0</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Carlos Gallardo</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>2004-12</td>\n",
       "      <td>Color</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>actress name in title|crush|date|four word tit...</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>16.0</td>\n",
       "      <td>John August</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3766 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    movie_title language country  \\\n",
       "0                                       Avatar   English     USA   \n",
       "1     Pirates of the Caribbean: At World's End   English     USA   \n",
       "2                                      Spectre   English      UK   \n",
       "3                        The Dark Knight Rises   English     USA   \n",
       "5                                  John Carter   English     USA   \n",
       "...                                         ...      ...     ...   \n",
       "5026                                     Clean    French  France   \n",
       "5027                                The Circle   Persian    Iran   \n",
       "5033                                    Primer   English     USA   \n",
       "5035                               El Mariachi   Spanish     USA   \n",
       "5042                         My Date with Drew   English     USA   \n",
       "\n",
       "     content_rating title_year  color  duration  \\\n",
       "0             PG-13    2009-02  Color     178.0   \n",
       "1             PG-13    2007-09  Color     169.0   \n",
       "2             PG-13    2015-11  Color     148.0   \n",
       "3             PG-13    2012-08  Color     164.0   \n",
       "5             PG-13    2012-07  Color     132.0   \n",
       "...             ...        ...    ...       ...   \n",
       "5026              R    2004-01  Color     110.0   \n",
       "5027      Not Rated    2000-05  Color      90.0   \n",
       "5033          PG-13    2004-10  Color      77.0   \n",
       "5035              R    1992-03  Color      81.0   \n",
       "5042             PG    2004-12  Color      90.0   \n",
       "\n",
       "                                   genres  \\\n",
       "0         Action|Adventure|Fantasy|Sci-Fi   \n",
       "1                Action|Adventure|Fantasy   \n",
       "2               Action|Adventure|Thriller   \n",
       "3                         Action|Thriller   \n",
       "5                 Action|Adventure|Sci-Fi   \n",
       "...                                   ...   \n",
       "5026                  Drama|Music|Romance   \n",
       "5027                                Drama   \n",
       "5033                Drama|Sci-Fi|Thriller   \n",
       "5035  Action|Crime|Drama|Romance|Thriller   \n",
       "5042                          Documentary   \n",
       "\n",
       "                                          plot_keywords       budget  \\\n",
       "0                avatar|future|marine|native|paraplegic  237000000.0   \n",
       "1     goddess|marriage ceremony|marriage proposal|pi...  300000000.0   \n",
       "2                   bomb|espionage|sequel|spy|terrorist  245000000.0   \n",
       "3     deception|imprisonment|lawlessness|police offi...  250000000.0   \n",
       "5     alien|american civil war|male nipple|mars|prin...  263700000.0   \n",
       "...                                                 ...          ...   \n",
       "5026                     jail|junkie|money|motel|singer       4500.0   \n",
       "5027          abortion|bus|hospital|prison|prostitution      10000.0   \n",
       "5033  changing the future|independent film|invention...       7000.0   \n",
       "5035                 assassin|death|guitar|gun|mariachi       7000.0   \n",
       "5042  actress name in title|crush|date|four word tit...       1100.0   \n",
       "\n",
       "            gross  aspect_ratio  facenumber_in_poster      director_name  \\\n",
       "0     760505847.0          1.78                     0      James Cameron   \n",
       "1     309404152.0          2.35                     0     Gore Verbinski   \n",
       "2     200074175.0          2.35                     1         Sam Mendes   \n",
       "3     448130642.0          2.35                     0  Christopher Nolan   \n",
       "5      73058679.0          2.35                     1     Andrew Stanton   \n",
       "...           ...           ...                   ...                ...   \n",
       "5026     136007.0          2.35                     1    Olivier Assayas   \n",
       "5027     673780.0          1.85                     0       Jafar Panahi   \n",
       "5033     424760.0          1.85                     0      Shane Carruth   \n",
       "5035    2040920.0          1.37                     0   Robert Rodriguez   \n",
       "5042      85222.0          1.85                     0           Jon Gunn   \n",
       "\n",
       "      director_facebook_likes             actor_1_name  imdb_score  \n",
       "0                         0.0              CCH Pounder         7.9  \n",
       "1                       563.0              Johnny Depp         7.1  \n",
       "2                         0.0          Christoph Waltz         6.8  \n",
       "3                     22000.0                Tom Hardy         8.5  \n",
       "5                       475.0             Daryl Sabara         6.6  \n",
       "...                       ...                      ...         ...  \n",
       "5026                    107.0            Maggie Cheung         6.9  \n",
       "5027                    397.0  Fereshteh Sadre Orafaiy         7.5  \n",
       "5033                    291.0            Shane Carruth         7.0  \n",
       "5035                      0.0          Carlos Gallardo         6.9  \n",
       "5042                     16.0              John August         6.6  \n",
       "\n",
       "[3766 rows x 17 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=df.dropna(how='any')\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2728cf2e",
   "metadata": {},
   "source": [
    "# 三、数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f78421b2",
   "metadata": {},
   "source": [
    "# 3.1电影发展趋势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "694885ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\阚其禄\\AppData\\Local\\Temp/ipykernel_5620/157978311.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data['year']=data['title_year'].apply(lambda x:x[:4])\n",
      "C:\\Users\\阚其禄\\AppData\\Local\\Temp/ipykernel_5620/157978311.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data['month']=data['title_year'].apply(lambda x:x[5:])\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "# 电影数量发展趋势\n",
    "data['year']=data['title_year'].apply(lambda x:x[:4])\n",
    "data['month']=data['title_year'].apply(lambda x:x[5:])\n",
    "\n",
    "#2)根据年份进行分组,找到电影数量 \n",
    "move_years_count=data.groupby('year')['movie_title'].count()\n",
    "# move_years_count\n",
    "#绘图\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "#pandas 绘图\n",
    "move_years_count.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fcc2c94",
   "metadata": {},
   "source": [
    "# 票房走势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "6abebf34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "move_years_gross=data.groupby('year')['gross'].sum()/10000/10000 #以忆为单位 直接相加所得结果太大\n",
    "move_years_gross\n",
    "#pandas绘图\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "move_years_gross.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c119328",
   "metadata": {},
   "source": [
    "\n",
    "# 月份对电影数量的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "35df61f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "move_month_counts=data.groupby('month')['movie_title'].count()\n",
    "# move_month_counts\n",
    "#pandas绘图\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "move_month_counts.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33b3bcd3",
   "metadata": {},
   "source": [
    "# 月份对票房的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "c3483ae0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "movie_month_gross=data.groupby('month')['gross'].sum()/10000/10000\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "movie_month_gross.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90679743",
   "metadata": {},
   "source": [
    "# 各国家电影数量\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "afd3e2f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "movie_country_count=data.groupby('country')['movie_title'].count().sort_values()\n",
    "# movie_country_count"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8e72406",
   "metadata": {},
   "source": [
    "# 拓展一图双y轴"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "051d8704",
   "metadata": {},
   "source": [
    "# 月份对电影数量和票房的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "506f7ed2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import font_manager\n",
    "#设置中文字体\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simhei.ttf',size=18)\n",
    "\n",
    "#引入中文\n",
    "plt.rcParams['font.sans-serif'] = 'simhei.ttf' \n",
    "#设置画布\n",
    "fig,ax1=plt.subplots(figsize=(15,8),dpi=80)\n",
    "#电影数量\n",
    "movie_month_count=data.groupby('month')['movie_title'].count()\n",
    "# movie_month_count\n",
    "x=movie_month_count.index.astype('int')\n",
    "y1=movie_month_count.values.astype('int')\n",
    "x_ticks_label=['{}月份'.format(i)for i in x ]\n",
    "ax1.set_xticks(x)\n",
    "ax1.set_xticklabels(x_ticks_label,fontproperties=my_font)\n",
    "y1_ticks=np.arange(0,max(y1),10) \n",
    "y1_tick_label=['{}部'.format(j) for j in y1_ticks]\n",
    "ax1.set_yticks(y1_ticks)\n",
    "ax1.set_yticklabels(y1_tick_label,fontproperties=my_font)\n",
    "ax1.plot(x,y1,'--',label='电影产量',color='g')\n",
    "ax1.set_xlabel('月份',fontproperties=my_font)\n",
    "ax1.set_ylabel('数量',fontproperties=my_font)\n",
    "\n",
    "#一图双y轴设置\n",
    "ax2=ax1.twinx()\n",
    "#电影票房\n",
    "movie_month_gross=data.groupby('month')['gross'].sum()/10000\n",
    "#设置y2\n",
    "y2=movie_month_gross.values.astype('int')\n",
    "y2_ticks=np.arange(0,max(y2),100000)\n",
    "y2_tick_label=['{}万'.format(k) for k in y2_ticks]\n",
    "ax2.set_yticks(y2_ticks)\n",
    "ax2.set_yticklabels(y2_tick_label,fontproperties=my_font)\n",
    "ax2.plot(x,y2,'-',label='电影票房',color='red')\n",
    "ax2.set_ylabel('票房',fontproperties=my_font)\n",
    "#设置图例\n",
    "handles1,labels1=ax1.get_legend_handles_labels()\n",
    "handles2,labels2=ax2.get_legend_handles_labels()\n",
    "plt.legend(handles1+handles2,labels1+labels2,loc='lower left',prop=my_font)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c46dbac",
   "metadata": {},
   "source": [
    "# 电影情况分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "099006cc",
   "metadata": {},
   "source": [
    "电影时长"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "b320e3dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "#获取电影时长\n",
    "movie_duration=data.duration\n",
    "movie_duration\n",
    "#设置组距\n",
    "distance=5\n",
    "#计算组数\n",
    "group=int((max(movie_duration)-min(movie_duration))/distance)\n",
    "#绘图\n",
    "plt.hist(movie_duration,bins=group)\n",
    "#设置x轴刻度\n",
    "plt.xticks(range(int(min(movie_duration)),int(max(movie_duration)))[::5])\n",
    "plt.xlabel('电影时长',fontproperties=my_font)\n",
    "plt.ylabel('电影数据',fontproperties=my_font)\n",
    "\n",
    "#添加网格显示\n",
    "plt.grid(linestyle=\"--\",alpha=0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "476cd01b",
   "metadata": {},
   "source": [
    "电影类型分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "d6de2db8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>genre</th>\n",
       "      <th>gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Action</td>\n",
       "      <td>760505847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>760505847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fantasy</td>\n",
       "      <td>760505847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sci-Fi</td>\n",
       "      <td>760505847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Action</td>\n",
       "      <td>309404152.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Crime</td>\n",
       "      <td>2040920.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Drama</td>\n",
       "      <td>2040920.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Romance</td>\n",
       "      <td>2040920.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>2040920.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>85222.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11260 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          genre        gross\n",
       "0        Action  760505847.0\n",
       "1     Adventure  760505847.0\n",
       "2       Fantasy  760505847.0\n",
       "3        Sci-Fi  760505847.0\n",
       "0        Action  309404152.0\n",
       "..          ...          ...\n",
       "1         Crime    2040920.0\n",
       "2         Drama    2040920.0\n",
       "3       Romance    2040920.0\n",
       "4      Thriller    2040920.0\n",
       "0   Documentary      85222.0\n",
       "\n",
       "[11260 rows x 2 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#电影类型与票房屋问题\n",
    "#1.构造新的数组 \n",
    "genre_data=pd.DataFrame(columns=['genre','gross'])\n",
    "#2.拆类型 \n",
    "#iterrows() 使用迭代器获取数组 \n",
    "for i,row_data in data.iterrows():\n",
    "    genres=row_data['genres'].split('|')\n",
    "#     print(genres)\n",
    "    #获取标签的数量\n",
    "    n_genre=len(genres)\n",
    "    #创建空字典，存储类型和票房\n",
    "    dic_obj={}\n",
    "    dic_obj['gross']=[row_data['gross']]*n_genre\n",
    "#     print(dic_obj['gross'])\n",
    "    dic_obj['genre']=genres\n",
    "    #2.3字典转成数组 \n",
    "    genre_df=pd.DataFrame(dic_obj)\n",
    "#     print(genre_df)\n",
    "    #2.4把列名拼上 \n",
    "    genre_data=genre_data.append(genre_df)\n",
    "#保存到csv中\n",
    "genre_data.to_csv('genre_data.csv',index=None)\n",
    "genre_data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "d0a49aee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#按题材分类统计电影数量\n",
    "genre_count=genre_data.groupby('genre').size().sort_values()\n",
    "genre_count\n",
    "plt.figure(figsize=(15,10),dpi=80)\n",
    "genre_count.plot(kind='barh')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "a57e152c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#根据题材分类统计电影票房\n",
    "genre_gross=genre_data.groupby('genre')['gross'].sum()/10000/10000\n",
    "genre_gross\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "genre_gross.plot(kind='barh')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "7bcc3bb3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\阚其禄\\AppData\\Local\\Temp/ipykernel_5620/1565091343.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data['profit']=(data.gross-data.budget)/10000/10000\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#电影的盈利分析\n",
    "data['profit']=(data.gross-data.budget)/10000/10000\n",
    "data.profit\n",
    "#根据导演看一下票房和利润\n",
    "movie_director_gross=data.groupby('director_name')['gross'].sum()/100000#根据导演查看票房\n",
    "movie_director_gross.sort_values()\n",
    "movie_director_profit=data.groupby('director_name')['profit'].sum()\n",
    "director_pro=movie_director_profit.sort_values(ascending=False)[:10]\n",
    "\n",
    "#3.盈利导演,亏损导演  \n",
    "movie_director_profit[movie_director_profit.values>0]\n",
    "movie_director_profit[movie_director_profit.values<0]\n",
    "# print(director_pro)\n",
    "#排名前十的导员收益\n",
    "director_pro.plot(kind='barh')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72c9202c",
   "metadata": {},
   "source": [
    "# 电影评分及票房因素"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74ec2e1d",
   "metadata": {},
   "source": [
    "查看imdb评分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "88d0cc0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imdb=data.groupby('imdb_score')['movie_title'].count()\n",
    "plt.figure(figsize=(18,8),dpi=80)\n",
    "imdb.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "b5f47f3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 查看imdb平均分最高的前20导演 \n",
    "#1.根据导演进行分组\n",
    "#2.每个导演的平均分 \n",
    "# 查看imdb平均分最高的前20导演\n",
    "director_mean=data.groupby('director_name')['imdb_score'].mean()\n",
    "dir_mean=director_mean.sort_values(ascending=False)[:20]\n",
    "plt.figure(figsize=(15,8),dpi=80)\n",
    "dir_mean.plot(kind='barh')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14737c84",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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